1
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Rangel V, Sterrenberg JN, Garawi A, Mezcord V, Folkerts ML, Calderon SE, Garcia YE, Wang J, Soyfer EM, Eng OS, Valerin JB, Tanjasiri SP, Quintero-Rivera F, Seldin MM, Masri S, Frock RL, Fleischman AG, Pannunzio NR. Increased AID results in mutations at the CRLF2 locus implicated in Latin American ALL health disparities. Nat Commun 2024; 15:6331. [PMID: 39068148 PMCID: PMC11283463 DOI: 10.1038/s41467-024-50537-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 07/10/2024] [Indexed: 07/30/2024] Open
Abstract
Activation-induced cytidine deaminase (AID) is a B cell-specific mutator required for antibody diversification. However, it is also implicated in the etiology of several B cell malignancies. Evaluating the AID-induced mutation load in patients at-risk for certain blood cancers is critical in assessing disease severity and treatment options. We have developed a digital PCR (dPCR) assay that allows us to quantify mutations resulting from AID modification or DNA double-strand break (DSB) formation and repair at sites known to be prone to DSBs. Implementation of this assay shows that increased AID levels in immature B cells increase genome instability at loci linked to chromosomal translocation formation. This includes the CRLF2 locus that is often involved in translocations associated with a subtype of acute lymphoblastic leukemia (ALL) that disproportionately affects Hispanics, particularly those with Latin American ancestry. Using dPCR, we characterize the CRLF2 locus in B cell-derived genomic DNA from both Hispanic ALL patients and healthy Hispanic donors and found increased mutations in both, suggesting that vulnerability to DNA damage at CRLF2 may be driving this health disparity. Our ability to detect and quantify these mutations will potentiate future risk identification, early detection of cancers, and reduction of associated cancer health disparities.
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Affiliation(s)
- Valeria Rangel
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
| | - Jason N Sterrenberg
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Aya Garawi
- School of Biological Sciences, University of California, Irvine, Irvine, CA, USA
| | - Vyanka Mezcord
- Center for Applied Biotechnology Studies, Department of Biological Science, California State University Fullerton, Fullerton, CA, USA
| | - Melissa L Folkerts
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
| | - Sabrina E Calderon
- School of Biological Sciences, University of California, Irvine, Irvine, CA, USA
| | - Yadhira E Garcia
- Department of Pharmaceutical Sciences, School of Pharmacy & Pharmaceutical Sciences, University of California, Irvine, CA, USA
| | - Jinglong Wang
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA, USA
| | - Eli M Soyfer
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
| | - Oliver S Eng
- Division of Surgical Oncology, Department of Surgery, University of California, Irvine, Irvine, CA, USA
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA
| | - Jennifer B Valerin
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA
| | - Sora Park Tanjasiri
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA
- Department of Health, Society and Behavior, University of California, Irvine, Irvine, CA, USA
| | - Fabiola Quintero-Rivera
- Department of Pathology and Laboratory Medicine, University of California, Irvine, Irvine, CA, USA
- Department of Pediatrics, University of California, Irvine, Irvine, CA, USA
| | - Marcus M Seldin
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA
| | - Selma Masri
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA
| | - Richard L Frock
- Division of Radiation and Cancer Biology, Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA, USA
| | - Angela G Fleischman
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA
| | - Nicholas R Pannunzio
- Division of Hematology/Oncology, Department of Medicine, University of California, Irvine, Irvine, CA, USA.
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA, USA.
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA.
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2
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Smith NJ, Reddin I, Policelli P, Oh S, Zainal N, Howes E, Jenkins B, Tracy I, Edmond M, Sharpe B, Amendra D, Zheng K, Egawa N, Doorbar J, Rao A, Mahadevan S, Carpenter MA, Harris RS, Ali S, Hanley C, Buisson R, King E, Thomas GJ, Fenton TR. Differentiation signals induce APOBEC3A expression via GRHL3 in squamous epithelia and squamous cell carcinoma. RESEARCH SQUARE 2024:rs.3.rs-3997426. [PMID: 38496447 PMCID: PMC10942551 DOI: 10.21203/rs.3.rs-3997426/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Two APOBEC (apolipoprotein-B mRNA editing enzyme catalytic polypeptide-like) DNA cytosine deaminase enzymes (APOBEC3A and APOBEC3B) generate somatic mutations in cancer, driving tumour development and drug resistance. Here we used single cell RNA sequencing to study APOBEC3A and APOBEC3B expression in healthy and malignant mucosal epithelia, validating key observations with immunohistochemistry, spatial transcriptomics and functional experiments. Whereas APOBEC3B is expressed in keratinocytes entering mitosis, we show that APOBEC3A expression is confined largely to terminally differentiating cells and requires Grainyhead-like transcription factor 3 (GRHL3). Thus, in normal tissue, neither deaminase appears to be expressed at high levels during DNA replication, the cell cycle stage associated with APOBEC-mediated mutagenesis. In contrast, we show that in squamous cell carcinoma tissues, there is expansion of GRHL3 expression and activity to a subset of cells undergoing DNA replication and concomitant extension of APOBEC3A expression to proliferating cells. These findings indicate a mechanism for acquisition of APOBEC3A mutagenic activity in tumours.
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Affiliation(s)
- Nicola J. Smith
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
- School of Biosciences, University of Kent, UK
| | - Ian Reddin
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
- Bio-R Bioinformatics Research Facility, Faculty of Medicine, University of Southampton, UK
| | - Paige Policelli
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Sunwoo Oh
- Department of Biological Chemistry, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Nur Zainal
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Emma Howes
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Benjamin Jenkins
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Ian Tracy
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Mark Edmond
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Benjamin Sharpe
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Damian Amendra
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Ke Zheng
- Department of Pathology, University of Cambridge, UK
| | | | - John Doorbar
- Department of Pathology, University of Cambridge, UK
| | - Anjali Rao
- Gilead Sciences, Research Department, 324 Lakeside Dr. Foster City, CA 94404, USA
| | - Sangeetha Mahadevan
- Gilead Sciences, Research Department, 324 Lakeside Dr. Foster City, CA 94404, USA
| | - Michael A. Carpenter
- Department of Biochemistry and Structural Biology, University of Texas Health San Antonio, San Antonio, TX 78229, USA
- Howard Hughes Medical Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA
| | - Reuben S. Harris
- Department of Biochemistry and Structural Biology, University of Texas Health San Antonio, San Antonio, TX 78229, USA
- Howard Hughes Medical Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA
| | - Simak Ali
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, London, UK
| | - Christopher Hanley
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Rémi Buisson
- Department of Biological Chemistry, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Emma King
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
| | - Gareth J. Thomas
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
- Institute for Life Sciences, University of Southampton, UK
| | - Tim R. Fenton
- School of Cancer Sciences, Faculty of Medicine, University of Southampton, UK
- Institute for Life Sciences, University of Southampton, UK
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3
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Isham IM, Najimudeen SM, Cork SC, Gupta A, Abdul-Careem MF. Comparison of quantitative PCR and digital PCR assays for quantitative detection of infectious bronchitis virus (IBV) genome. J Virol Methods 2024; 324:114859. [PMID: 38061673 DOI: 10.1016/j.jviromet.2023.114859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 11/14/2023] [Accepted: 11/30/2023] [Indexed: 12/22/2023]
Abstract
The quantitative polymerase chain reaction (qPCR) technique is an extensively used molecular tool for the detection and quantification of viral genome load. However, since the qPCR assay is a relative quantification method that relies on an external calibration curve it has a lower assay precision and sensitivity. The digital PCR (dPCR) technique is a good alternative to the qPCR assay as it offers highly precise and direct quantification of viral genome load in samples. In this study, performance characteristics such as the quantification range, sensitivity, precision, and specificity of the dPCR technique was compared to qPCR technique for the detection and quantification of IBV genome loads in serial dilutions of IBV positive plasmid DNA, and IBV infected chicken tissue and swab samples. The quantification range of the qPCR assay was wider than that of the dPCR assay, however dPCR had a higher sensitivity compared to qPCR. The precision of quantification of DNA in plasmid samples in terms of repeatability and reproducibility of results was higher when using the dPCR assay compared to qPCR assay. The quantification results of IBV genome load in infected samples by the qPCR and dPCR assays displayed a high correlation. Hence, our findings suggest that dPCR could be used in avian virology research for improved precision and sensitivity in detection and quantification of viral genome loads.
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Affiliation(s)
- Ishara M Isham
- Faculty of Veterinary Medicine, University of Calgary, Health Research Innovation Center 2C53, 3330 Hospital Drive NW, Calgary, AB T2N 4N1, Canada
| | - Shahnas M Najimudeen
- Faculty of Veterinary Medicine, University of Calgary, Health Research Innovation Center 2C53, 3330 Hospital Drive NW, Calgary, AB T2N 4N1, Canada
| | - Susan C Cork
- Faculty of Veterinary Medicine, University of Calgary, Health Research Innovation Center 2C53, 3330 Hospital Drive NW, Calgary, AB T2N 4N1, Canada
| | - Ashish Gupta
- Faculty of Veterinary Medicine, University of Calgary, Health Research Innovation Center 2C53, 3330 Hospital Drive NW, Calgary, AB T2N 4N1, Canada
| | - Mohamed Faizal Abdul-Careem
- Faculty of Veterinary Medicine, University of Calgary, Health Research Innovation Center 2C53, 3330 Hospital Drive NW, Calgary, AB T2N 4N1, Canada.
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4
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Cui X, Ngang S, Liu DD, Cheow LF. Rapid Single-Round Pool Testing of Infectious Disease Enabled by Multicolor Digital Melting PCR. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2205636. [PMID: 37209020 DOI: 10.1002/smll.202205636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 04/27/2023] [Indexed: 05/21/2023]
Abstract
Pooled nucleic acid amplification test is a promising strategy to reduce cost and resources for screening large populations for infectious disease. However, the benefit of pooled testing is reversed when disease prevalence is high, because of the need to retest each sample to identify infected individual when a pool is positive. Split, Amplify, and Melt analysis of Pooled Assay (SAMPA) is presented, a multicolor digital melting PCR assay in nanoliter chambers that simultaneously identify infected individuals and quantify their viral loads in a single round of pooled testing. This is achieved by early sample tagging with unique barcodes and pooling, followed by single molecule barcode identification in a digital PCR platform using a highly multiplexed melt curve analysis strategy. The feasibility is demonstrated of SAMPA for quantitative unmixing and variant identification from pools of eight synthetic DNA and RNA samples corresponding to the N1 gene, as well as from heat-inactivated SARS-CoV-2 virus. Single round pooled testing of barcoded samples with SAMPA can be a valuable tool for rapid and scalable population testing of infectious disease.
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Affiliation(s)
- Xu Cui
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
| | - Shaun Ngang
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
| | - Dong Dong Liu
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
| | - Lih Feng Cheow
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
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5
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Kim K, Shi AB, Kelley K, Chen XS. Unraveling the Enzyme-Substrate Properties for APOBEC3A-Mediated RNA Editing. J Mol Biol 2023; 435:168198. [PMID: 37442413 PMCID: PMC10528890 DOI: 10.1016/j.jmb.2023.168198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 06/29/2023] [Accepted: 07/05/2023] [Indexed: 07/15/2023]
Abstract
The APOBEC3 family of human cytidine deaminases is involved in various cellular processes, including the innate and acquired immune system, mostly through inducing C-to-U in single-stranded DNA and/or RNA mutations. Although recent studies have examined RNA editing by APOBEC3A (A3A), its intracellular target specificity are not fully characterized. To address this gap, we performed in-depth analysis of cellular RNA editing using our recently developed sensitive cell-based fluorescence assay. Our findings demonstrate that A3A and an A3A-loop1-containing APOBEC3B (A3B) chimera are capable of RNA editing. We observed that A3A prefers to edit specific RNA substrates which are not efficiently deaminated by other APOBEC members. The editing efficiency of A3A is influenced by the RNA sequence contexts and distinct stem-loop secondary structures. Based on the identified RNA specificity features, we predicted potential A3A-editing targets in the encoding region of cellular mRNAs and discovered novel RNA transcripts that are extensively edited by A3A. Furthermore, we found a trend of increased synonymous mutations at the sites for more efficient A3A-editing, indicating evolutionary adaptation to the higher editing rate by A3A. Our results shed light on the intracellular RNA editing properties of A3A and provide insights into new RNA targets and potential impact of A3A-mediated RNA editing.
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Affiliation(s)
- Kyumin Kim
- Molecular and Computational Biology Program, Departments of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA. https://twitter.com/KYUMINK1324
| | - Alan B Shi
- Molecular and Computational Biology Program, Departments of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Kori Kelley
- Molecular and Computational Biology Program, Departments of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Xiaojiang S Chen
- Molecular and Computational Biology Program, Departments of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA; Genetic, Molecular and Cellular Biology Program, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Center of Excellence in NanoBiophysics, University of Southern California, Los Angeles, CA 90089, USA; Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA 90089, USA.
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6
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Isozaki H, Sakhtemani R, Abbasi A, Nikpour N, Stanzione M, Oh S, Langenbucher A, Monroe S, Su W, Cabanos HF, Siddiqui FM, Phan N, Jalili P, Timonina D, Bilton S, Gomez-Caraballo M, Archibald HL, Nangia V, Dionne K, Riley A, Lawlor M, Banwait MK, Cobb RG, Zou L, Dyson NJ, Ott CJ, Benes C, Getz G, Chan CS, Shaw AT, Gainor JF, Lin JJ, Sequist LV, Piotrowska Z, Yeap BY, Engelman JA, Lee JJK, Maruvka YE, Buisson R, Lawrence MS, Hata AN. Therapy-induced APOBEC3A drives evolution of persistent cancer cells. Nature 2023; 620:393-401. [PMID: 37407818 PMCID: PMC10804446 DOI: 10.1038/s41586-023-06303-1] [Citation(s) in RCA: 31] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 06/08/2023] [Indexed: 07/07/2023]
Abstract
Acquired drug resistance to anticancer targeted therapies remains an unsolved clinical problem. Although many drivers of acquired drug resistance have been identified1-4, the underlying molecular mechanisms shaping tumour evolution during treatment are incompletely understood. Genomic profiling of patient tumours has implicated apolipoprotein B messenger RNA editing catalytic polypeptide-like (APOBEC) cytidine deaminases in tumour evolution; however, their role during therapy and the development of acquired drug resistance is undefined. Here we report that lung cancer targeted therapies commonly used in the clinic can induce cytidine deaminase APOBEC3A (A3A), leading to sustained mutagenesis in drug-tolerant cancer cells persisting during therapy. Therapy-induced A3A promotes the formation of double-strand DNA breaks, increasing genomic instability in drug-tolerant persisters. Deletion of A3A reduces APOBEC mutations and structural variations in persister cells and delays the development of drug resistance. APOBEC mutational signatures are enriched in tumours from patients with lung cancer who progressed after extended responses to targeted therapies. This study shows that induction of A3A in response to targeted therapies drives evolution of drug-tolerant persister cells, suggesting that suppression of A3A expression or activity may represent a potential therapeutic strategy in the prevention or delay of acquired resistance to lung cancer targeted therapy.
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Affiliation(s)
- Hideko Isozaki
- Massachusetts General Hospital Cancer Center, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
| | - Ramin Sakhtemani
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Ammal Abbasi
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Naveed Nikpour
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | - Sunwoo Oh
- Department of Biological Chemistry, Center for Epigenetics and Metabolism, Chao Family Comprehensive Cancer Center, School of Medicine, University of California Irvine, Irvine, CA, USA
| | | | - Susanna Monroe
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Wenjia Su
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Heidie Frisco Cabanos
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | | | - Nicole Phan
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Pégah Jalili
- Department of Biological Chemistry, Center for Epigenetics and Metabolism, Chao Family Comprehensive Cancer Center, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Daria Timonina
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Samantha Bilton
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | | | - Varuna Nangia
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Kristin Dionne
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Amanda Riley
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Matthew Lawlor
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | - Rosemary G Cobb
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Lee Zou
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Department of Pharmacology and Cancer Biology, Duke University School of Medicine, Durham, NC, USA
| | - Nicholas J Dyson
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Christopher J Ott
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Cyril Benes
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Gad Getz
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Chang S Chan
- Department of Medicine, Rutgers Robert Wood Johnson Medical School and Center for Systems and Computational Biology, Rutgers Cancer Institute, New Brunswick, NJ, USA
| | - Alice T Shaw
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Justin F Gainor
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Jessica J Lin
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Lecia V Sequist
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Zofia Piotrowska
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Beow Y Yeap
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Jeffrey A Engelman
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Jake June-Koo Lee
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Yosef E Maruvka
- Faculty of Biotechnology and Food Engineering, Lorey Loki Center for Life Science and Engineering, Technion, Haifa, Israel
| | - Rémi Buisson
- Department of Biological Chemistry, Center for Epigenetics and Metabolism, Chao Family Comprehensive Cancer Center, School of Medicine, University of California Irvine, Irvine, CA, USA
- Department of Pharmaceutical Sciences, School of Pharmacy & Pharmaceutical Sciences, University of California Irvine, Irvine, CA, USA
| | - Michael S Lawrence
- Massachusetts General Hospital Cancer Center, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - Aaron N Hata
- Massachusetts General Hospital Cancer Center, Boston, MA, USA.
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
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